Recently, much attention has been spent on neural architecture search (NAS), aiming to outperform those manually-designed architectures high-level vision recognition tasks. Inspired by the success, here we attempt leverage NAS techniques automatically design efficient network for low-level image restoration In particular, propose a memory-efficient hierarchical (termed HiNAS) and apply it two s...